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Can your governance keep pace with your AI ambitions? AI risk intelligence in the agentic era

Machine Learning Blog



This article introduces AWS AI Risk Intelligence (AIRI), an automated governance solution designed to manage security, operations, and compliance risks in agentic AI systems that operate non-deterministically and autonomously.

  • Agentic AI systems operate non-deterministically, making traditional static governance frameworks inadequate
  • AIRI automates security, operations, and governance assessments across the entire agentic lifecycle
  • Uses reasoning-based approach to evaluate frameworks like OWASP, NIST, and ISO against actual system artifacts
  • Detects cascading vulnerabilities across multi-agent coordination, permissions, oversight, and visibility
  • Integrates with development environments for continuous governance, not one-time audits
  • Provides prioritized, actionable recommendations mapped to specific AWS capabilities
  • Translates technical monitoring data into business-relevant metrics for risk managers and executives
  • Uses semantic entropy to measure evaluation consistency and trigger human review when needed

AIRI transforms AI governance from static compliance into dynamic, continuous risk management, enabling organizations to scale agentic workloads confidently while maintaining security and compliance.



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